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Madsen BÅ, Fure SCR, Røe C, Løke D, Løvstad M, Andelic N, Howe EI. The relationship between personality traits and health-related quality of life after mild-to-moderate traumatic brain injury. BMC Neurol 2025; 25:157. [PMID: 40217163 PMCID: PMC11987296 DOI: 10.1186/s12883-025-04153-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 03/24/2025] [Indexed: 04/15/2025] Open
Abstract
BACKGROUND Traumatic brain injury (TBI) causes major societal burden and may negatively influence an individual's health-related quality of life (HRQoL). Personality factors have been linked to persistent post-concussion symptoms (PPCS), and PPCS have been found to affect HRQoL. However, there is a knowledge gap concerning the association between personality traits and HRQoL after mild-to-moderate TBI. Thus, this study aims to investigate the association between personality traits and HRQoL in patients with mild-to-moderate TBI at 15 months post-injury, while controlling for socio-demographic characteristics, injury-related factors and symptom burden. METHODS Data from 86 participants with mild- to-moderate TBI from a previous randomised controlled trial were analysed. Sociodemographic, injury-related and psychological factors were recorded 2-3 months post-injury. Personality traits were measured at 15 months post-injury with The NEO Five-factor Inventory-3. The Quality of Life after Brain Injury- Overall Scale (QOLIBRI-OS) and the EuroQol-visual analogue scale (EQ-VAS) were used to measure HRQoL at 15 months post-injury. Two separate multiple linear regression models were performed for the outcome variables; QOLIBRI-OS (model 1) and EQ-VAS (model 2). RESULTS The factors associated with lower HRQoL were more severe PPCS, higher levels of the personality traits neuroticism and conscientiousness (model 1), female sex and being single/living alone (model 2). Higher levels of the personality trait extraversion were associated with higher HRQoL in both models. CONCLUSION The results highlight how non-injury factors may be associated with recovery and HRQoL after TBI. Considering personality factors may be helpful when identifying individual risk and protective factors for outcomes after mild-to-moderate TBI.
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Affiliation(s)
- Benedikte Å Madsen
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, Oslo, Norway.
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway.
| | - Silje C R Fure
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, Oslo, Norway
| | - Cecilie Røe
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
- Research Center for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, Oslo, Norway
| | - Daniel Løke
- Department of Research, Sunnaas Rehabilitation Hospital Trust, Nesoddtangen, Norway
| | - Marianne Løvstad
- Department of Research, Sunnaas Rehabilitation Hospital Trust, Nesoddtangen, Norway
- Department of Psychology, Faculty of Social Sciences, University of Oslo, Oslo, Norway
| | - Nada Andelic
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, Oslo, Norway
- Research Center for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, Oslo, Norway
| | - Emilie Isager Howe
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, Oslo, Norway
- Research Center for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, Oslo, Norway
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Faulkner JW, Chua J, Voice-Powell A, Snell DL, Roche M, Moffat J, Barker-Collo S, Theadom A. Experience of Acceptance and Commitment Therapy for those with mild traumatic brain injury (ACTion mTBI): A qualitative descriptive study. PLoS One 2025; 20:e0312940. [PMID: 39883645 PMCID: PMC11781712 DOI: 10.1371/journal.pone.0312940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Accepted: 10/13/2024] [Indexed: 02/01/2025] Open
Abstract
Psychological interventions may make a valuable contribution to recovery following a mild traumatic brain injury (mTBI) and have been advocated for in treatment consensus guidelines. Acceptance and Commitment Therapy (ACT) is a more recently developed therapeutic option that may offer an effective approach. Consequently, we developed ACTion mTBI, a 5-session ACT-informed intervention protocol. To establish the feasibility of this intervention, we wanted to understand participants' experiences of ACTion mTBI, determine acceptability and identify any refinements needed to inform a full-scale effectiveness trial. We recruited adults (≥16 years of age) diagnosed with mTBI who were engaged in community-based multidisciplinary rehabilitation. After completing the ACTion mTBI sessions, 23/27 (85.2%) participants (mean time post-injury: 28.0 weeks) completed a semi-structured interview about their experience of the intervention. Interviews were audio-recorded, transcribed verbatim and analysed using a qualitative description approach. There were two overarching themes 1) attacking the concussion from a different direction and 2) positive impact on recovery which depicted participants' overall experiences of the intervention. Within these overarching themes, our analysis also identified two subthemes: 1) helpful aspects of the intervention which included education and ACT processes (i.e., being present and being able to step back) and 2) "contextual factors that enabled intervention effectiveness" which included being equipped with tools, cultural and spiritual responsiveness, the therapeutic connection, and the intervention having a structured yet flexible approach to order of delivery to meet individual needs. Participants' experiences support acceptability, cultural and spiritual responsibility of ACTion mTBI. Suggested refinements included enabling access to intervention over time, not just at one point during recovery and the addition of a brief check-in follow-up.
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Affiliation(s)
- Josh W. Faulkner
- Te Herenga Waka - Victoria University of Wellington, Wellington, New Zealand
| | - Jason Chua
- TBI Network, Auckland University of Technology, Northcote, Auckland, New Zealand
| | | | | | - Maree Roche
- School of Management, Fellow NZ Psychological Society, Auckland University, Auckland, New Zealand
| | - John Moffat
- Te Herenga Waka - Victoria University of Wellington, Wellington, New Zealand
| | - Suzanne Barker-Collo
- School of Psychology, University of Auckland, Auckland CBD, Auckland, New Zealand
| | - Alice Theadom
- TBI Network, Auckland University of Technology, Northcote, Auckland, New Zealand
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Faulkner JW, Whiting D, Theadom A, Snell DL, Roche M, Barker-Collo S. Valued living after mild traumatic brain injury: Characteristics and relationship with outcomes. Neuropsychol Rehabil 2025; 35:75-91. [PMID: 38497571 DOI: 10.1080/09602011.2024.2328876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 02/29/2024] [Indexed: 03/19/2024]
Abstract
Psychological factors are strong predictors of mild traumatic brain injury (mTBI) recovery, consequently, psychological interventions can form part of an individual's rehabilitation. This may include enhancing valued living (VL), an approach that is effective in severe and mixed acquired brain injury samples. This study aimed to characterize VL in mTBI and explore its relationship with mTBI and mental health outcomes. 56 participants with a mTBI completed self-report measures before engaging in a psychological intervention. Pre-injury mental health and other demographic and injury-related variables, VL, post-concussion symptoms (PCS), functional disability, and stress, anxiety and depression were measured. A pre-injury mental health condition was significantly associated with VL. VL was uniquely associated with depression after mTBI (β = -0.08, p = .05), however, there was no relationship with PCS, functional disability, stress or anxiety (p > .05). Following mTBI individuals with a pre-injury mental health condition or who experience heightened depressive symptoms may benefit from a values-based intervention as part of their rehabilitation. Future research, however, is needed to examine the role of VL in mTBI recovery.
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Affiliation(s)
- Josh W Faulkner
- Te Herenga Waka - Victoria University of Wellington, Wellington, New Zealand
| | - Diane Whiting
- Brain Injury Rehabilitation Research Group, Ingham Institute for Applied Medical Research, Liverpool, Australia
- School of Psychology, University of Wollongong, Wollongong, Australia
| | - Alice Theadom
- School of Psychology, University of Wollongong, Wollongong, Australia
| | | | - Maree Roche
- School of Management, Fellow NZ Psychological Society, Auckland University, Auckland, New Zealand
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Rauwenhoff JCC, Hagen R, Karaliute M, Hjemdal O, Kennair LEO, Solem S, Asarnow RF, Einarsen C, Halvorsen JØ, Paoli S, Saksvik SB, Smevik H, Storvig G, Wells A, Skandsen T, Olsen A. Metacognitive Therapy for People Experiencing Persistent Post-Concussion Symptoms Following Mild Traumatic Brain Injury: A Preliminary Multiple Case-Series Study. Neurotrauma Rep 2024; 5:890-902. [PMID: 39440149 PMCID: PMC11491585 DOI: 10.1089/neur.2024.0076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024] Open
Abstract
After mild traumatic brain injury (mTBI), a subgroup of individuals experience persistent post-concussion symptoms (PPCS) that include headaches, cognitive difficulties, and fatigue. The aim of this preliminary study was to investigate possible effects associated with metacognitive therapy (MCT) on PPCS, maladaptive coping strategies, and positive and negative metacognitive beliefs following mTBI. A pre-post design supplemented with single-case A-B replication series to assess potential MCT mechanisms was used. Of the nine participants who received MCT, all experienced a decrease in PPCS, which constituted a reliable improvement for eight participants. For eight participants (we could calculate effect sizes for eight out of nine participants), moderate to very large decreases in maladaptive coping styles and positive and negative metacognitive beliefs were observed. However, based on visual analyses, participants 6, 8, and 9 show a downward baseline trend regarding MCT mechanisms that may have persisted into the intervention phase. No adverse events were reported. In conclusion, MCT was associated with improvements in PPCS and unhelpful psychological mechanisms, but caution is required in interpreting this association. Future research using formal single-case replication on symptom measures and randomized controlled trials appears to be justified.
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Affiliation(s)
- Johanne C. C. Rauwenhoff
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- NorHead—Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway
| | - Roger Hagen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Research Institute, Modum Bad, Vikersund, Norway
| | - Migle Karaliute
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Neurology and Clinical Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Odin Hjemdal
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Division of Mental Health and Substance Abuse, Diakonhjemmet Hospital, Oslo, Norway
| | | | - Stian Solem
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Robert F. Asarnow
- Department of Psychiatry and Biobehavioral Science, David Geffen School of Medicine, UCLA, Los Angeles, California, USA
- Department of Psychology, UCLA School of Medicine, UCLA, Los Angeles, California, USA
- Brain Research Institute, UCLA, Los Angeles, California, USA
| | - Cathrine Einarsen
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Joar Øveraas Halvorsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Nidaros District Psychiatric Hospital, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Stephanie Paoli
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Simen Berg Saksvik
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Department of Mental Health, Norwegian University of Science and Technology, Trondheim, Norway
| | - Hanne Smevik
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- NorHead—Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Gøril Storvig
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- NorHead—Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Adrian Wells
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Division of Psychology and Mental Health, School of Psychological Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, United Kingdom
- Greater Manchester Mental Health NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Toril Skandsen
- NorHead—Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway
- Brain Research Institute, UCLA, Los Angeles, California, USA
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- NorHead—Norwegian Centre for Headache Research, Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
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Manglani HR, Lovette BC, Grunberg VA, Frieder J, Vranceanu AM, Greenberg J. "I Wish I Had That!": A Qualitative Analysis of Psychosocial Treatment Preferences Among Young Adults With Recent Concussion and Anxiety. Arch Phys Med Rehabil 2024; 105:1268-1274. [PMID: 38369228 PMCID: PMC11227383 DOI: 10.1016/j.apmr.2024.01.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 01/15/2024] [Accepted: 01/25/2024] [Indexed: 02/20/2024]
Abstract
OBJECTIVE To assess psychosocial treatment preferences and factors that may affect treatment participation among young adults with a recent concussion and co-occurring anxiety. DESIGN In-depth, semi-structured individual qualitative interviews, followed by thematic analysis using a hybrid deductive-inductive approach. SETTING Academic medical center in the US Northeast. PARTICIPANTS Seventeen young adults (18-24y) who sustained a concussion within the past 3-10 weeks and reported at least mild anxiety (≥5 on the Generalized Anxiety Disorder-7 questionnaire). INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Primary outcomes include preferences for program content (eg, topics and skills), delivery modality, format, and barriers and facilitators to participation. RESULTS We identified 4 domains characterizing participants' perceptions of and preferences for treatment. (1) Program content: Participants preferred a program early after injury that included psychoeducation and coping skills (eg, activity pacing, deep breathing, mindfulness). (2) Therapeutic processes: Participants preferred a person-centered approach in which clinicians normalized anxiety postconcussion and reassured them of recovery. (3) Program logistics: Participants endorsed that a brief, virtual program would be acceptable. They preferred access to program components through multiple modalities (eg, audio, video) and accommodations to manage concussion symptoms. (4) Barriers and facilitators to participation: Barriers included acute concussion symptoms (eg, screen sensitivity), time constraints, and forgetting sessions. Facilitators included a program that is flexible (format, scheduling), personalized (self-chosen mode for reminders, measure of accountability), and accessible (ie, advertising through health care professionals or social media). CONCLUSIONS Participants need psychosocial support that normalizes their experiences and provides education and coping tools. Treatments should be accessible, flexible, and person centered. Psychosocial treatments meeting these preferences may help optimize the recovery of young adults with recent concussion and anxiety.
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Affiliation(s)
- Heena R Manglani
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA
| | - Brenda C Lovette
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, Boston, MA; MGH Institute of Health Professions, Boston, MA
| | - Victoria A Grunberg
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA; Division of Newborn Medicine, Massachusetts General Hospital for Children, Boston, MA
| | | | - Ana-Maria Vranceanu
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA
| | - Jonathan Greenberg
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA.
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Mavroudis I, Chatzikonstantinou S, Petridis F, Balmus IM, Ciobica A. A review of the personality traits in post-concussion syndrome. Acta Neurol Belg 2024; 124:791-802. [PMID: 38194159 DOI: 10.1007/s13760-023-02466-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 12/18/2023] [Indexed: 01/10/2024]
Abstract
INTRODUCTION Various manifestations ranging from physical symptoms to cognitive and emotional impairments could often be seen following head concussions that lead to mild traumatic brain injury (mTBI). These symptoms are commonly comprising the post-concussion syndrome (PCS) and their resolution could be influenced by multiple factors. Personality traits have been suggested as potential risk factors for the emergence and persistence of PCS. In this study, we aimed to investigate the possible predisposition to PCS given by certain personality traits. METHODS Prospective cohort studies, observational studies, and cross-phenotype polygenic risk score analyses were selected from the main scientific databases (PubMed/Medline, Scopus, EMBASE, Web of Science) based on multiple-step screening, using keywords (such as "personality traits", "post-concussion syndrome", "traumatic brain injury", "anxiety", "depression", "resilience", and "somatization") and inclusion/exclusion criteria (English written studies available in full text presenting relevant data on TBI patients and their personality traits; reviews, animal studies, and studies not written in English, not available in full text, or not presenting full demographical and clinical data were excluded). The investigated personality traits included emotional reserve, somatic trait anxiety, embitterment, mistrust, parental anxiety, state anxiety, trait anxiety, anxiety sensitivity, pain catastrophizing, helplessness, sports-concussion symptom load, and cognitive resilience. RESULTS The reviewed data from 16 selected studies suggested that personality traits play an essential role in the development and persistence of PCS. Emotional reserve, cognitive resilience, and lower levels of somatic trait anxiety were associated with better outcomes in PCS. However, higher levels of anxiety sensitivity, pain catastrophizing, helplessness, and sports-concussion symptom load were associated with worse outcomes in PCS. Parental anxiety was not associated with persistent symptoms in children following concussion. Despite the statistical analysis regarding the included publications bias was low, further studies should further investigate the correlation between TBI and some personality traits, as some of the selected studies did not included healthy individuals and their psychological profiles for comparison and correlation analysis. CONCLUSION Personality traits may help predict the development and persistence of PCS following mTBI. Understanding the personality traits roles in PCS could assist the development of targeted interventions for the prevention and treatment of PCS. Further research is needed to better understand the complex interactions between personality traits, neurobiological factors, and psychosocial factors in PCS.
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Affiliation(s)
- Ioannis Mavroudis
- Department of Neuroscience, Leeds Teaching Hospitals, NHS Trust, Leeds, LS9 7TF, UK
- Leeds University, Leeds, LS2 9JT, UK
| | | | - Foivos Petridis
- Third Department of Neurology, Aristotle University of Thessaloniki, 541 24, Thessaloniki, Greece
| | - Ioana-Miruna Balmus
- Department of Exact Sciences and Natural Sciences, Institute of Interdisciplinary Research, "Alexandru Ioan Cuza" University of Iasi, Alexandru Lapusneanu Street, No. 26, 700057, Iasi, Romania.
| | - Alin Ciobica
- Department of Biology, Faculty of Biology, Alexandru Ioan Cuza University of Iasi, 20th Carol I Avenue, 700506, Iași, Romania
- Centre of Biomedical Research, Romanian Academy, B dul Carol I, No. 8, 700506, Iasi, Romania
- Academy of Romanian Scientists, Splaiul Independentei Nr. 54, Sector 5, 050094, Bucharest, Romania
- Preclinical Department, Apollonia University, 11, Pacurari, Iasi, Romania
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Eggertsen PP, Palmfeldt J, Schytz HW, Hay D, Olsen RKJ, Nielsen JF. Serum calcitonin gene-related peptide in patients with persistent post-concussion symptoms, including headache: a cohort study. J Neurol 2024; 271:2458-2472. [PMID: 38231270 PMCID: PMC11055722 DOI: 10.1007/s00415-024-12181-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 12/28/2023] [Accepted: 12/29/2023] [Indexed: 01/18/2024]
Abstract
BACKGROUND Calcitonin gene-related peptide (CGRP) plays an important role in migraine pathophysiology, and post-traumatic headache (PTH) frequently presents with migraine-like features. Despite several clinical similarities, few studies have explored CGRP in PTH and concussion. This study investigates serum CGRP levels in patients with persistent post-concussion symptoms (PPCS), including PTH. METHODS This cohort study was based on serum samples from individuals aged 18-30 years with PPCS who participated in a previously published randomized controlled trial of a non-pharmacological intervention. The primary outcome was serum CGRP concentrations, determined at baseline before randomization and at follow-up 7 months later, using an enzyme-linked immunosorbent assay (ELISA). CGRP levels at baseline were compared with healthy anonymous blood donors in the same age group. RESULTS Baseline serum samples were collected from 86 participants with PPCS. The participants were most often female (78%) and migraine-like headache was the most frequent headache phenotype (74%). Serum CGRP levels were higher in participants with PPCS than in 120 healthy individuals (median: 158.5 pg/mL vs. 76.3 pg/mL, p = 0.050). A stratified analysis revealed that females with PPCS had a fivefold higher median than healthy females (166.3 pg/mL vs. 32.1 pg/mL, p = 0.0006), while no differences were observed in males (p = 0.83). At follow-up, CGRP levels decreased with a median change of - 1.3 pg/mL (95% confidence interval: - 17.6-0, p = 0.024). DISCUSSION Elevated serum levels of CGRP in patients with PPCS and a decrease over time suggest an involvement of CGRP in PTH/PPCS. If confirmed in other studies, it could pave the way for CGRP-targeted therapies, which could have clinical significance.
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Affiliation(s)
- Peter Preben Eggertsen
- Department of Clinical Medicine, Hammel Neurorehabilitation Centre and University Research Clinic, Aarhus University, Voldbyvej 15A, 8450, Hammel, Denmark.
- Department of Clinical Medicine, Research Unit for Molecular Medicine, Aarhus University Hospital and Aarhus University, Palle Juul-Jensens Boulevard 99, 8200, Aarhus N, Denmark.
| | - Johan Palmfeldt
- Department of Clinical Medicine, Research Unit for Molecular Medicine, Aarhus University Hospital and Aarhus University, Palle Juul-Jensens Boulevard 99, 8200, Aarhus N, Denmark
| | - Henrik Winther Schytz
- Faculty of Health and Medical Sciences, Department of Neurology, Danish Headache Center, Rigshospitalet Glostrup, University of Copenhagen, Valdemar Hansens Vej 5, 2600, Glostrup, Denmark
| | - Debbie Hay
- Department of Pharmacology and Toxicology, University of Otago, 362 Leith Street, Dunedin North, Dunedin, 9016, New Zealand
| | - Rikke Katrine Jentoft Olsen
- Department of Clinical Medicine, Research Unit for Molecular Medicine, Aarhus University Hospital and Aarhus University, Palle Juul-Jensens Boulevard 99, 8200, Aarhus N, Denmark
| | - Jørgen Feldbæk Nielsen
- Department of Clinical Medicine, Hammel Neurorehabilitation Centre and University Research Clinic, Aarhus University, Voldbyvej 15A, 8450, Hammel, Denmark
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Clarke GJB, Skandsen T, Zetterberg H, Follestad T, Einarsen CE, Vik A, Mollnes TE, Pischke SE, Blennow K, Håberg AK. Longitudinal Associations Between Persistent Post-Concussion Symptoms and Blood Biomarkers of Inflammation and CNS-Injury After Mild Traumatic Brain Injury. J Neurotrauma 2024; 41:862-878. [PMID: 38117157 DOI: 10.1089/neu.2023.0419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2023] Open
Abstract
The aim of our study was to investigate the biological underpinnings of persistent post-concussion symptoms (PPCS) at 3 months following mild traumatic brain injury (mTBI). Patients (n = 192, age 16-60 years) with mTBI, defined as Glasgow Coma Scale (GCS) score between 13 and 15, loss of consciousness (LOC) <30 min, and post-traumatic amnesia (PTA) <24 h were included. Blood samples were collected at admission (within 72 h), 2 weeks, and 3 months. Concentrations of blood biomarkers associated with central nervous system (CNS) damage (glial fibrillary acidic protein [GFAP], neurofilament light [NFL], and tau) and inflammation (interferon gamma [IFNγ], interleukin [IL]-8, eotaxin, macrophage inflammatory protein-1-beta [MIP]-1β, monocyte chemoattractant protein [MCP]-1, interferon-gamma-inducible protein [IP]-10, IL-17A, IL-9, tumor necrosis factor [TNF], basic fibroblast growth factor [FGF]-basic platelet-derived growth factor [PDGF], and IL-1 receptor antagonist [IL-1ra]) were obtained. Demographic and injury-related factors investigated were age, sex, GCS score, LOC, PTA duration, traumatic intracranial finding on magnetic resonance imaging (MRI; within 72 h), and extracranial injuries. Delta values, that is, time-point differences in biomarker concentrations between 2 weeks minus admission and 3 months minus admission, were also calculated. PPCS was assessed with the British Columbia Post-Concussion Symptom Inventory (BC-PSI). In single variable analyses, longer PTA duration and a higher proportion of intracranial findings on MRI were found in the PPCS group, but no single biomarker differentiated those with PPCS from those without. In multi-variable models, female sex, longer PTA duration, MRI findings, and lower GCS scores were associated with increased risk of PPCS. Inflammation markers, but not GFAP, NFL, or tau, were associated with PPCS. At admission, higher concentrations of IL-8 and IL-9 and lower concentrations of TNF, IL-17a, and MCP-1 were associated with greater likelihood of PPCS; at 2 weeks, higher IL-8 and lower IFNγ were associated with PPCS; at 3 months, higher PDGF was associated with PPCS. Higher delta values of PDGF, IL-17A, and FGF-basic at 2 weeks compared with admission, MCP-1 at 3 months compared with admission, and TNF at 2 weeks and 3 months compared with admission were associated with greater likelihood of PPCS. Higher IL-9 delta values at both time-point comparisons were negatively associated with PPCS. Discriminability of individual CNS-injury and inflammation biomarkers for PPCS was around chance level, whereas the optimal combination of biomarkers yielded areas under the curve (AUCs) between 0.62 and 0.73. We demonstrate a role of biological factors on PPCS, including both positive and negative effects of inflammation biomarkers that differed based on sampling time-point after mTBI. PPCS was associated more with acute inflammatory processes, rather than ongoing inflammation or CNS-injury biomarkers. However, the modest discriminative ability of the models suggests other factors are more important in the development of PPCS.
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Affiliation(s)
- Gerard Janez Brett Clarke
- Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Toril Skandsen
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
- UK Dementia Research Institute at UCL, University College London, London, United Kingdom
- Hong Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Turid Follestad
- Department of Clinical and Molecular Medicine, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinical Research Unit Central Norway, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Cathrine Elisabeth Einarsen
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Clinic of Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Anne Vik
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Neurosurgery, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Tom Eirik Mollnes
- Department of Immunology, Department of Anesthesiology and Intensive Care Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
- Center of Molecular Inflammation Research, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Søren Erik Pischke
- Department of Immunology, Department of Anesthesiology and Intensive Care Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
- Clinic for Emergencies and Critical Care, Department of Anesthesiology and Intensive Care Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Asta Kristine Håberg
- Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Department of Neuromedicine and Movement Sciences, Department of Clinical and Molecular Research, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
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9
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Mäki K, Nybo T, Hietanen M, Huovinen A, Marinkovic I, Isokuortti H, Melkas S. Stressful life events are associated with self-reported fatigue and depressive symptoms in patients with mild traumatic brain injury. J Rehabil Med 2024; 56:jrm13438. [PMID: 38436399 PMCID: PMC10926572 DOI: 10.2340/jrm.v56.13438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 01/30/2024] [Indexed: 03/05/2024] Open
Abstract
OBJECTIVE To examine the associations between recent stressful life events and self-reported fatigue and depressive symptoms in patients with mild traumatic brain injury. DESIGN Observational cohort study. PARTICIPANTS Patients (aged 18-68 years) with mild traumatic brain injury (n = 99) or lower extremity orthopaedic injury (n = 34). METHODS Data on stressful life events and self-reported symptoms were collected 3 months post-injury. Stressful life events in the last 12 months were assessed as part of a structured interview using a checklist of 11 common life events, self-reported fatigue with Barrow Neurological Institute Fatigue Scale, and depressive symptoms with Beck Depression Inventory - Fast Screen. RESULTS Median number of stressful life events was 1 (range 0-7) in the mild traumatic brain injury group and 1.5 (range 0-6) in the orthopaedic injury group. The groups did not differ significantly in terms of fatigue or depressive symptoms. In the mild traumatic brain injury group, the total number of recent stressful life events correlated significantly with self-reported fatigue (rs = 0.270, p = 0.007) and depressive symptoms (rs = 0.271, p = 0.007). CONCLUSION Stressful life events are associated with self-reported fatigue and depressive symptoms in patients with mild traumatic brain injury. Clinicians should consider stressful life events when managing patients who experience these symptoms, as this may help identifying potential targets for intervention.
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Affiliation(s)
- Kaisa Mäki
- Neuropsychology, Helsinki University and Helsinki University Hospital, Helsinki, Finland.
| | - Taina Nybo
- Neuropsychology, Helsinki University and Helsinki University Hospital, Helsinki, Finland
| | - Marja Hietanen
- Neuropsychology, Helsinki University and Helsinki University Hospital, Helsinki, Finland
| | - Antti Huovinen
- Neurology, Helsinki University and Helsinki University Hospital, Helsinki, Finland
| | - Ivan Marinkovic
- Neurology, Helsinki University and Helsinki University Hospital, Helsinki, Finland
| | - Harri Isokuortti
- Neurology, Helsinki University and Helsinki University Hospital, Helsinki, Finland
| | - Susanna Melkas
- Neurology, Helsinki University and Helsinki University Hospital, Helsinki, Finland
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10
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Wallace TD, Knollman-Porter K, Brown J, Schwartz A, Hodge A, Brown G, Beardslee J, Gore RK. mTBI evaluation, management, and referral to allied healthcare: practices of first-line healthcare professionals. Brain Inj 2024; 38:32-44. [PMID: 38333958 DOI: 10.1080/02699052.2024.2309245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 01/19/2024] [Indexed: 02/10/2024]
Abstract
PRIMARY OBJECTIVE To gain an understanding of current evaluation practices, post-injury recommendations, and referrals to allied healthcare professions (AHP) by first-line healthcare professionals (FHPs) providing care for people with mild traumatic brain injury (mTBI). RESEARCH DESIGN Survey study. METHODS AND PROCEDURES Physicians, physician assistants, nurse practitioners, nurses, and athletic trainers (n = 126) completed an online survey, including Likert scale and free response question relating to mTBI evaluation, management, and referral practices. MAIN OUTCOMES AND RESULTS FHPs surveyed reported being confident in their ability to evaluate patients with suspected mTBI, relying most heavily on patient-reported symptoms and physical signs as methods of evaluation. Most FHPs reported making recommendations to compensate for the symptoms experienced following mTBI diagnosis. In contrast, FHPs expressed challenges in the evaluation and management of symptoms associated with mTBI along with limited knowledge of and referrals to AHPs. CONCLUSIONS Overall, FHPs feel confident in the diagnosis of mTBI but experience assessment and management challenges. AHPs are underutilized on mTBI management teams calling for a need for multidisciplinary collaboration on research, education, and rehabilitation efforts to optimally care for people experiencing mTBI symptoms.
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Affiliation(s)
- Tracey D Wallace
- Complex Concussion Clinic, Shepherd Center, Atlanta, Georgia, USA
- SHARE Military Initiative, Shepherd Center, Atlanta, Georgia, USA
| | | | | | - Amber Schwartz
- Complex Concussion Clinic, Shepherd Center, Atlanta, Georgia, USA
- SHARE Military Initiative, Shepherd Center, Atlanta, Georgia, USA
| | - April Hodge
- Complex Concussion Clinic, Shepherd Center, Atlanta, Georgia, USA
| | - Gregory Brown
- Complex Concussion Clinic, Shepherd Center, Atlanta, Georgia, USA
- SHARE Military Initiative, Shepherd Center, Atlanta, Georgia, USA
| | | | - Russell K Gore
- Complex Concussion Clinic, Shepherd Center, Atlanta, Georgia, USA
- SHARE Military Initiative, Shepherd Center, Atlanta, Georgia, USA
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11
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van der Horn HJ, de Koning ME, Visser K, Kok MGJ, Spikman JM, Scheenen ME, Renken RJ, Calhoun VD, Vergara VM, Cabral J, Mayer AR, van der Naalt J. Dynamic phase-locking states and personality in sub-acute mild traumatic brain injury: An exploratory study. PLoS One 2023; 18:e0295984. [PMID: 38100479 PMCID: PMC10723684 DOI: 10.1371/journal.pone.0295984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 12/01/2023] [Indexed: 12/17/2023] Open
Abstract
Research has shown that maladaptive personality characteristics, such as Neuroticism, are associated with poor outcome after mild traumatic brain injury (mTBI). The current exploratory study investigated the neural underpinnings of this process using dynamic functional network connectivity (dFNC) analyses of resting-state (rs) fMRI, and diffusion MRI (dMRI). Twenty-seven mTBI patients and 21 healthy controls (HC) were included. After measuring the Big Five personality dimensions, principal component analysis (PCA) was used to obtain a superordinate factor representing emotional instability, consisting of high Neuroticism, moderate Openness, and low Extraversion, Agreeableness, and Conscientiousness. Persistent symptoms were measured using the head injury symptom checklist at six months post-injury; symptom severity (i.e., sum of all items) was used for further analyses. For patients, brain MRI was performed in the sub-acute phase (~1 month) post-injury. Following parcellation of rs-fMRI using independent component analysis, leading eigenvector dynamic analysis (LEiDA) was performed to compute dynamic phase-locking brain states. Main patterns of brain diffusion were computed using tract-based spatial statistics followed by PCA. No differences in phase-locking state measures were found between patients and HC. Regarding dMRI, a trend significant decrease in fractional anisotropy was found in patients relative to HC, particularly in the fornix, genu of the corpus callosum, anterior and posterior corona radiata. Visiting one specific phase-locking state was associated with lower symptom severity after mTBI. This state was characterized by two clearly delineated communities (each community consisting of areas with synchronized phases): one representing an executive/saliency system, with a strong contribution of the insulae and basal ganglia; the other representing the canonical default mode network. In patients who scored high on emotional instability, this relationship was even more pronounced. Dynamic phase-locking states were not related to findings on dMRI. Altogether, our results provide preliminary evidence for the coupling between personality and dFNC in the development of long-term symptoms after mTBI.
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Affiliation(s)
- Harm J. van der Horn
- Department of Neurology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- The Mind Research Network/Lovelace Biomedical Research Institute, Pete & Nancy Domenici Hall, Albuquerque, NM, United States of America
| | | | - Koen Visser
- Department of Neurology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Marius G. J. Kok
- Department of Radiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Jacoba M. Spikman
- Department of Neuropsychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Myrthe E. Scheenen
- Department of Neuropsychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Remco J. Renken
- Department of Neuroscience, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Vince D. Calhoun
- Tri-institutional Center for Translational Research (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, GA, United States of America
| | - Victor M. Vergara
- Tri-institutional Center for Translational Research (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, GA, United States of America
| | - Joana Cabral
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
| | - Andrew R. Mayer
- The Mind Research Network/Lovelace Biomedical Research Institute, Pete & Nancy Domenici Hall, Albuquerque, NM, United States of America
- Department of Neurology, University of New Mexico School of Medicine, Albuquerque, NM, United States of America
- Department of Psychiatry, University of New Mexico School of Medicine, Albuquerque, NM, United States of America
- Department of Psychology, University of New Mexico School of Medicine, Albuquerque, NM, United States of America
| | - Joukje van der Naalt
- Department of Neurology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
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12
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Modin A, Wickbom F, Kamis C, Undén J. Management of traumatic brain injury in adult-A cross-sectional national study. Health Sci Rep 2023; 6:e1651. [PMID: 37915367 PMCID: PMC10616643 DOI: 10.1002/hsr2.1651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 09/21/2023] [Accepted: 10/10/2023] [Indexed: 11/03/2023] Open
Abstract
Background Mild traumatic brain injury (mTBI) is a common cause for seeking care. Previous studies have shown considerable variations in TBI management. New guidelines may have influenced management routines. Methods This is a descriptive cross-sectional study, collecting data through structured questionnaires. All Swedish emergency hospitals that manage and treat adult patients with mTBI (Reaction Level Scale [RLS] 1-3, Glasgow Coma Scale [GCS] 13-15, age > 18 years) for the initial 24 h after injury were included in this study. Results The response rate among hospitals fulfilling the study criteria's was 61/67 (91%). We observed a distinct predominance of nonspecialists being responsible for the initial management of these patients, with general surgeons and ED-physicians being the dominating specialties. A total of 45/61 (74%) of the hospitals use a guideline when managing TBI, with 12 hospitals (20%) stating that no guideline was used. Conclusion In general, established guidelines are used for the management of TBI in Sweden. However, some of these are outdated and several hospitals used local guidelines not based upon reliable evidence-based methodology. Most patients with TBI are managed by nonspecialist doctors, stressing the need of a reliable guideline.
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Affiliation(s)
- Albert Modin
- Department of SurgeryHallands HospitalHalmstadSweden
| | - Fredrik Wickbom
- Department of Operation and Intensive CareHallands HospitalHalmstadSweden
| | | | - Johan Undén
- Department of Operation and Intensive CareHallands HospitalHalmstadSweden
- Institution of Clinical ScienceLund UniversityLundSweden
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13
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Summerell PA, Smillie LD, Anderson JFI. Personality traits beyond Neuroticism predict post-concussive symptomatology in the post-acute period after mild traumatic brain injury in premorbidly healthy adults. APPLIED NEUROPSYCHOLOGY. ADULT 2023; 30:661-670. [PMID: 34514926 DOI: 10.1080/23279095.2021.1970554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
There is growing evidence that an individual's personality traits are related to post-concussion symptomatology beyond the acute period after mild traumatic brain injury (mTBI). Few studies, however, have analyzed this impact beyond the personality trait of Neuroticism. We examined the impact of personality traits on post-concussion symptoms (PCS) by measuring the Big Five personality domains and their lower-order aspects in 87 pre-morbidly healthy participants assessed 6-12 weeks post-mTBI (n = 53) or physical trauma (n = 34). As expected, Neuroticism predicted PCS endorsement in both groups. Conscientiousness and Openness/intellect were predictive of lower PCS endorsement, but only in the mTBI group. Withdrawal, one aspect within the Neuroticism domain, independently predicted PCS endorsement in the mTBI group; the remaining Neuroticism aspect, Volatility, did not predict PCS endorsement in either group. These findings suggest that individuals high in Neuroticism are more likely to report PCS following mTBI and that this relationship is driven by susceptibility to depression/anxiety symptoms (Withdrawal aspect) rather than irritability (Volatility aspect). Further, they suggest that the current focus on the relationship between Neuroticism and PCS reporting in individuals with mTBI should be broadened to include other personality domains, such as Conscientiousness and Openness/intellect.
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Affiliation(s)
- Patrick A Summerell
- Melbourne School of Psychological Sciences, The University of Melbourne, Melbourne, Australia
| | - Luke D Smillie
- Melbourne School of Psychological Sciences, The University of Melbourne, Melbourne, Australia
| | - Jacqueline F I Anderson
- Melbourne School of Psychological Sciences, The University of Melbourne, Melbourne, Australia
- Psychology Department, The Alfred Hospital, Melbourne, Australia
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14
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Mikolić A, Steyerberg EW, Polinder S, Wilson L, Zeldovich M, von Steinbuechel N, Newcombe VF, Menon DK, van der Naalt J, Lingsma HF, Maas AI, van Klaveren D. Prognostic Models for Global Functional Outcome and Post-Concussion Symptoms Following Mild Traumatic Brain Injury: A Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) Study. J Neurotrauma 2023; 40:1651-1670. [PMID: 37078144 PMCID: PMC10458380 DOI: 10.1089/neu.2022.0320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/21/2023] Open
Abstract
After mild traumatic brain injury (mTBI), a substantial proportion of individuals do not fully recover on the Glasgow Outcome Scale Extended (GOSE) or experience persistent post-concussion symptoms (PPCS). We aimed to develop prognostic models for the GOSE and PPCS at 6 months after mTBI and to assess the prognostic value of different categories of predictors (clinical variables; questionnaires; computed tomography [CT]; blood biomarkers). From the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) study, we included participants aged 16 or older with Glasgow Coma Score (GCS) 13-15. We used ordinal logistic regression to model the relationship between predictors and the GOSE, and linear regression to model the relationship between predictors and the Rivermead Post-concussion Symptoms Questionnaire (RPQ) total score. First, we studied a pre-specified Core model. Next, we extended the Core model with other clinical and sociodemographic variables available at presentation (Clinical model). The Clinical model was then extended with variables assessed before discharge from hospital: early post-concussion symptoms, CT variables, biomarkers, or all three categories (extended models). In a subset of patients mostly discharged home from the emergency department, the Clinical model was extended with 2-3-week post-concussion and mental health symptoms. Predictors were selected based on Akaike's Information Criterion. Performance of ordinal models was expressed as a concordance index (C) and performance of linear models as proportion of variance explained (R2). Bootstrap validation was used to correct for optimism. We included 2376 mTBI patients with 6-month GOSE and 1605 patients with 6-month RPQ. The Core and Clinical models for GOSE showed moderate discrimination (C = 0.68 95% confidence interval 0.68 to 0.70 and C = 0.70[0.69 to 0.71], respectively) and injury severity was the strongest predictor. The extended models had better discriminative ability (C = 0.71[0.69 to 0.72] with early symptoms; 0.71[0.70 to 0.72] with CT variables or with blood biomarkers; 0.72[0.71 to 0.73] with all three categories). The performance of models for RPQ was modest (R2 = 4% Core; R2 = 9% Clinical), and extensions with early symptoms increased the R2 to 12%. The 2-3-week models had better performance for both outcomes in the subset of participants with these symptoms measured (C = 0.74 [0.71 to 0.78] vs. C = 0.63[0.61 to 0.67] for GOSE; R2 = 37% vs. 6% for RPQ). In conclusion, the models based on variables available before discharge have moderate performance for the prediction of GOSE and poor performance for the prediction of PPCS. Symptoms assessed at 2-3 weeks are required for better predictive ability of both outcomes. The performance of the proposed models should be examined in independent cohorts.
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Affiliation(s)
- Ana Mikolić
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Ewout W. Steyerberg
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
- Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, the Netherlands
| | - Suzanne Polinder
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Lindsay Wilson
- Division of Psychology, University of Stirling, Stirling, United Kingdom
| | - Marina Zeldovich
- Institute of Medical Psychology and Medical Sociology, University Medical Center Göttingen, Georg-August-University, Göttingen, Germany
| | - Nicole von Steinbuechel
- Institute of Medical Psychology and Medical Sociology, University Medical Center Göttingen, Georg-August-University, Göttingen, Germany
| | - Virginia F.J. Newcombe
- Division of Anesthesia, Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - David K. Menon
- Division of Anesthesia, Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Joukje van der Naalt
- Department of Neurology, University of Groningen, University Medical Center Groningen, the Netherlands
| | - Hester F. Lingsma
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Andrew I.R. Maas
- Department of Neurosurgery, Antwerp University Hospital and University of Antwerp, Edegem, Belgium
| | - David van Klaveren
- Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Rotterdam, the Netherlands
- Predictive Analytics and Comparative Effectiveness Center, Institute for Clinical Research and Health Policy Studies/Tufts Medical Center, Boston, Massachusetts, USA
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15
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Faulkner JW, Theadom A, Snell DL, Williams MN. Network analysis applied to post-concussion symptoms in two mild traumatic brain injury samples. Front Neurol 2023; 14:1226367. [PMID: 37545717 PMCID: PMC10398392 DOI: 10.3389/fneur.2023.1226367] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Accepted: 06/29/2023] [Indexed: 08/08/2023] Open
Abstract
Objective A latent disease explanation cannot exclusively explain post-concussion symptoms after mild traumatic brain injury (mTBI). Network analysis offers an alternative form of explanation for relationships between symptoms. The study aimed to apply network analysis to post-concussion symptoms in two different mTBI cohorts; an acute treatment-seeking sample and a sample 10 years post-mTBI. Method The treatment-seeking sample (n = 258) were on average 6 weeks post-injury; the 10 year post mTBI sample (n = 193) was derived from a population-based incidence and outcomes study (BIONIC). Network analysis was completed on post-concussion symptoms measured using the Rivermead Post-Concussion Questionnaire. Results In the treatment-seeking sample, frustration, blurred vision, and concentration difficulties were central to the network. These symptoms remained central in the 10 year post mTBI sample. A Network Comparison Test revealed evidence of a difference in network structure across the two samples (p = 0.045). However, the only symptoms that showed significant differences in strength centrality across samples were irritability and restlessness. Conclusion The current findings suggest that frustration, blurred vision and concentration difficulties may have an influential role in the experience and maintenance of post-concussion symptoms. The impact of these symptoms may remain stable over time. Targeting and prioritising the management of these symptoms may be beneficial for mTBI rehabilitation.
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Affiliation(s)
- Josh W. Faulkner
- Te Herenga Waka – Victoria University of Wellington, Wellington, New Zealand
| | - Alice Theadom
- TBI Network, Auckland University of Technology, Auckland, New Zealand
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16
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Madsen BÅ, Fure SCR, Andelic N, Løke D, Løvstad M, Røe C, Howe EI. Exploring the Association between Personality Traits, Symptom Burden, and Return to Work after Mild-to-Moderate Traumatic Brain Injury. J Clin Med 2023; 12:4654. [PMID: 37510769 PMCID: PMC10380528 DOI: 10.3390/jcm12144654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 06/24/2023] [Accepted: 07/10/2023] [Indexed: 07/30/2023] Open
Abstract
Approximately 30% of individuals with mild traumatic brain injury (mTBI) experience persistent post-concussion symptoms (PPCS). Personality factors have been linked to PPCS, yet, the association between personality traits and outcomes after mTBI is poorly understood. The aim of this study was to evaluate the association between personality traits, PPCS, and return to work (RTW) in patients with mild-to-moderate traumatic brain injury (TBI). Data from eighty-seven participants with mild-to-moderate TBI were analyzed. Sociodemographic, injury, and work characteristics and depressive symptoms were recorded 2-3 months post-injury. Personality traits were measured using the NEO Five-Factor Inventory-3. PPCS and RTW were assessed 15 months post-injury. Multiple linear regression models were performed. The factors associated with more severe PPCS were female sex, higher levels of neuroticism, openness to experience and conscientiousness, extra-cranial injuries, and depressive symptoms. The factors associated with lower RTW were female sex, higher levels of neuroticism, and conscientiousness. However, after controlling for PPCS, personality traits were no longer significantly associated with RTW. In conclusion, specific personality traits were associated with more severe PPCS and may be indirectly associated with RTW via PPCS. Hence, personality traits may be important to assess to identify patients at risk of less favorable outcomes after mild-to-moderate TBI.
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Affiliation(s)
- Benedikte Å Madsen
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, 0424 Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
| | - Silje C R Fure
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, 0424 Oslo, Norway
| | - Nada Andelic
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, 0424 Oslo, Norway
- Research Center for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, 0373 Oslo, Norway
| | - Daniel Løke
- Department of Research, Sunnaas Rehabilitation Hospital Trust, 1453 Nesoddtangen, Norway
| | - Marianne Løvstad
- Department of Research, Sunnaas Rehabilitation Hospital Trust, 1453 Nesoddtangen, Norway
- Department of Psychology, Faculty of Social Sciences, University of Oslo, 0373 Oslo, Norway
| | - Cecilie Røe
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, 0424 Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
- Research Center for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, 0373 Oslo, Norway
| | - Emilie Isager Howe
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, 0424 Oslo, Norway
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17
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Siqueira Pinto M, Winzeck S, Kornaropoulos EN, Richter S, Paolella R, Correia MM, Glocker B, Williams G, Vik A, Posti JP, Haberg A, Stenberg J, Guns PJ, den Dekker AJ, Menon DK, Sijbers J, Van Dyck P, Newcombe VFJ. Use of Support Vector Machines Approach via ComBat Harmonized Diffusion Tensor Imaging for the Diagnosis and Prognosis of Mild Traumatic Brain Injury: A CENTER-TBI Study. J Neurotrauma 2023; 40:1317-1338. [PMID: 36974359 DOI: 10.1089/neu.2022.0365] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2023] Open
Abstract
The prediction of functional outcome after mild traumatic brain injury (mTBI) is challenging. Conventional magnetic resonance imaging (MRI) does not do a good job of explaining the variance in outcome, as many patients with incomplete recovery will have normal-appearing clinical neuroimaging. More advanced quantitative techniques such as diffusion MRI (dMRI), can detect microstructural changes not otherwise visible, and so may offer a way to improve outcome prediction. In this study, we explore the potential of linear support vector classifiers (linearSVCs) to identify dMRI biomarkers that can predict recovery after mTBI. Simultaneously, the harmonization of fractional anisotropy (FA) and mean diffusivity (MD) via ComBat was evaluated and compared for the classification performances of the linearSVCs. We included dMRI scans of 179 mTBI patients and 85 controls from the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI), a multi-center prospective cohort study, up to 21 days post-injury. Patients were dichotomized according to their Extended Glasgow Outcome Scale (GOSE) scores at 6 months into complete (n = 92; GOSE = 8) and incomplete (n = 87; GOSE <8) recovery. FA and MD maps were registered to a common space and harmonized via the ComBat algorithm. LinearSVCs were applied to distinguish: (1) mTBI patients from controls and (2) mTBI patients with complete from those with incomplete recovery. The linearSVCs were trained on (1) age and sex only, (2) non-harmonized, (3) two-category-harmonized ComBat, and (4) three-category-harmonized ComBat FA and MD images combined with age and sex. White matter FA and MD voxels and regions of interest (ROIs) within the John Hopkins University (JHU) atlas were examined. Recursive feature elimination was used to identify the 10% most discriminative voxels or the 10 most discriminative ROIs for each implementation. mTBI patients displayed significantly higher MD and lower FA values than controls for the discriminative voxels and ROIs. For the analysis between mTBI patients and controls, the three-category-harmonized ComBat FA and MD voxel-wise linearSVC provided significantly higher classification scores (81.4% accuracy, 93.3% sensitivity, 80.3% F1-score, and 0.88 area under the curve [AUC], p < 0.05) compared with the classification based on age and sex only and the ROI approaches (accuracies: 59.8% and 64.8%, respectively). Similar to the analysis between mTBI patients and controls, the three-category-harmonized ComBat FA and MD maps voxelwise approach yields statistically significant prediction scores between mTBI patients with complete and those with incomplete recovery (71.8% specificity, 66.2% F1-score and 0.71 AUC, p < 0.05), which provided a modest increase in the classification score (accuracy: 66.4%) compared with the classification based on age and sex only and ROI-wise approaches (accuracy: 61.4% and 64.7%, respectively). This study showed that ComBat harmonized FA and MD may provide additional information for diagnosis and prognosis of mTBI in a multi-modal machine learning approach. These findings demonstrate that dMRI may assist in the early detection of patients at risk of incomplete recovery from mTBI.
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Affiliation(s)
- Maíra Siqueira Pinto
- Department of Radiology, Antwerp University Hospital, Antwerp, Belgium
- imec-Vision Lab, University of Antwerp, Antwerp, Belgium
- μNEURO Research Center of Excellence, University of Antwerp, Antwerp, Belgium
| | - Stefan Winzeck
- BioMedIA Group, Department of Computing, Imperial College London, London, United Kingdom
- Division of Anaesthesia, Department of Medicine, Department of Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | - Evgenios N Kornaropoulos
- Division of Anaesthesia, Department of Medicine, Department of Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | - Sophie Richter
- Division of Anaesthesia, Department of Medicine, Department of Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | - Roberto Paolella
- imec-Vision Lab, University of Antwerp, Antwerp, Belgium
- μNEURO Research Center of Excellence, University of Antwerp, Antwerp, Belgium
- Icometrix, Leuven, Belgium
| | - Marta M Correia
- MRC Cognition and Brain Sciences Unit, Department of Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | - Ben Glocker
- BioMedIA Group, Department of Computing, Imperial College London, London, United Kingdom
| | - Guy Williams
- Wolfson Brain Imaging Centre, Department of Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | - Anne Vik
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Neurosurgery, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Jussi P Posti
- Department of Neurosurgery and Turku Brain Injury Center, Turku University Hospital and University of Turku, Turku, Finland
| | - Asta Haberg
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Jonas Stenberg
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Radiology and Nuclear Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | | | - Arnold J den Dekker
- imec-Vision Lab, University of Antwerp, Antwerp, Belgium
- μNEURO Research Center of Excellence, University of Antwerp, Antwerp, Belgium
| | - David K Menon
- Division of Anaesthesia, Department of Medicine, Department of Neurosciences, University of Cambridge, Cambridge, United Kingdom
| | - Jan Sijbers
- imec-Vision Lab, University of Antwerp, Antwerp, Belgium
- μNEURO Research Center of Excellence, University of Antwerp, Antwerp, Belgium
| | - Pieter Van Dyck
- Department of Radiology, Antwerp University Hospital, Antwerp, Belgium
- mVISION, University of Antwerp, Antwerp, Belgium
| | - Virginia F J Newcombe
- Division of Anaesthesia, Department of Medicine, Department of Neurosciences, University of Cambridge, Cambridge, United Kingdom
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18
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de Neeling M, Liessens D, Depreitere B. Relationship between psychosocial and psychiatric risk factors and poor long-term outcome following mild traumatic brain injury: A systematic review. Eur J Neurol 2023; 30:1540-1550. [PMID: 36708085 DOI: 10.1111/ene.15713] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Revised: 12/21/2022] [Accepted: 01/07/2023] [Indexed: 01/29/2023]
Abstract
BACKGROUND AND PURPOSE Mild traumatic brain injury (mTBI) has an estimated worldwide incidence of >60 million per year, and long-term persistent postconcussion symptoms (PPCS) are increasingly recognized as being predicted by psychosocial variables. Patients at risk for PPCS may be amenable to closer follow-up to treat modifiable symptoms and prevent chronicity. In this regard, similarities seem to exist with psychosocial risk factors for chronicity in other health-related conditions. However, as opposed to other conditions, no screening instruments exist for mTBI. METHODS A systematic search of the literature on psychological and psychiatric predictors of long-term symptoms in mTBI was performed by two independent reviewers using PubMed, Embase, and Web of Science. RESULTS Fifty papers were included in the systematic analysis. Anxiety, depressive symptoms, and emotional distress early after injury predict PPCS burden and functional outcome up to 1 year after injury. In addition, coping styles and preinjury psychiatric disorders and mental health also correlate with PPCS burden and functional outcome. Associations between PPCS and personality and beliefs were reported, but either these effects were small or evidence was limited. CONCLUSIONS Early psychological and psychiatric factors may negatively interact with recovery potential to increase the risk of chronicity of PPCS burden after mTBI. This opens opportunities for research on screening tools and early intervention in patients at risk.
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Affiliation(s)
| | - Dirk Liessens
- Saint Camillus Psychiatric Center, Bierbeek, Belgium
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19
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Joyce JM, La PL, Walker R, Harris A. Magnetic resonance spectroscopy of traumatic brain injury and subconcussive hits: A systematic review and meta-analysis. J Neurotrauma 2022; 39:1455-1476. [PMID: 35838132 DOI: 10.1089/neu.2022.0125] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Magnetic resonance spectroscopy (MRS) is a non-invasive technique used to study metabolites in the brain. MRS findings in traumatic brain injury (TBI) and subconcussive hit literature have been mixed. The most common observation is a decrease in N-acetyl-aspartate (NAA), traditionally considered a marker of neuronal integrity. Other metabolites, however, such as creatine (Cr), choline (Cho), glutamate+glutamine (Glx) and myo-inositol (mI) have shown inconsistent changes in these populations. The objective of this systematic review and meta-analysis was to synthesize MRS literature in head injury and explore factors (brain region, injury severity, time since injury, demographic, technical imaging factors, etc.) that may contribute to differential findings. One hundred and thirty-eight studies met inclusion criteria for the systematic review and of those, 62 NAA, 24 Cr, 49 Cho, 18 Glx and 21 mI studies met inclusion criteria for meta-analysis. A random effects model was used for meta-analyses with brain region as a subgroup for each of the five metabolites studied. Meta-regression was used to examine the influence of potential moderators including injury severity, time since injury, age, sex, tissue composition and methodological factors. In this analysis of 1428 unique head-injured subjects and 1132 controls, the corpus callosum was identified as a brain region highly susceptible to metabolite alteration. NAA was consistently decreased in TBI of all severity, but not in subconcussive hits. Cho and mI were found to be increased in moderate-to-severe TBI but not mild TBI. Glx and Cr were largely unaffected, however did show alterations in certain conditions.
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Affiliation(s)
- Julie Michele Joyce
- University of Calgary, 2129, Radiology, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, 157742, Calgary, Alberta, Canada.,Alberta Children's Hospital Research Institute, 157744, Calgary, Alberta, Canada.,Integrated Concussion Research Program, Calgary, Alberta, Canada;
| | - Parker L La
- University of Calgary, 2129, Radiology, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, 157742, Calgary, Alberta, Canada.,Alberta Children's Hospital Research Institute, 157744, Calgary, Alberta, Canada.,Integrated Concussion Research Program, Calgary, Alberta, Canada;
| | - Robyn Walker
- University of Calgary, 2129, Radiology, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, 157742, Calgary, Alberta, Canada.,Alberta Children's Hospital Research Institute, 157744, Calgary, Alberta, Canada.,Integrated Concussion Research Program, Calgary, Alberta, Canada;
| | - Ashley Harris
- University of Calgary, Radiology, Calgary, Alberta, Canada.,Hotchkiss Brain Institute, 157742, Calgary, Alberta, Canada.,Alberta Children's Hospital Research Institute, 157744, Calgary, Alberta, Canada.,Integrated Concussion Research Program, Calgary, Alberta, Canada;
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20
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Return to work after mild traumatic brain injury: association with positive CT and MRI findings. Acta Neurochir (Wien) 2022; 164:1707-1717. [PMID: 35639189 PMCID: PMC9233630 DOI: 10.1007/s00701-022-05244-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 05/10/2022] [Indexed: 11/07/2022]
Abstract
Background Return to work (RTW) might be delayed in patients with complicated mild traumatic brain injury (MTBI), i.e., MTBI patients with associated traumatic intracranial lesions. However, the effect of different types of lesions on RTW has not studied before. We investigated whether traumatic intracranial lesions detected by CT and MRI are associated with return to work and post-concussion symptoms in patients with MTBI. Methods We prospectively followed up 113 adult patients with MTBI that underwent a brain MRI within 3–17 days after injury. Return to work was assessed with one-day accuracy up to one year after injury. Rivermead Post-Concussion Symptoms Questionnaire (RPQ) and Glasgow Outcome Scale Extended (GOS-E) were conducted one month after injury. A Kaplan–Meier log-rank analysis was performed to analyze the differences in RTW. Results Full RTW-% one year after injury was 98%. There were 38 patients with complicated MTBI, who had delayed median RTW compared to uncomplicated MTBI group (17 vs. 6 days), and more post-concussion symptoms (median RPQ 12.0 vs. 6.5). Further, RTW was more delayed in patients with multiple types of traumatic intracranial lesions visible in MRI (31 days, n = 19) and when lesions were detected in the primary CT (31 days, n = 24). There were no significant differences in GOS-E. Conclusions The imaging results that were most clearly associated with delayed RTW were positive primary CT and multiple types of lesions in MRI. RTW-% of patients with MTBI was excellent and a single intracranial lesion does not seem to be a predictive factor of disability to work.
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21
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Leibovit‐Reiben Z, Ishii R, Dodick DW, Dumkrieger G, Cortez MM, Brennan KC, Digre K, Schwedt TJ. The impact of pre‐morbid headaches on headache features and long‐term health outcomes following traumatic brain injury: Insights from the American Registry for Migraine Research. Headache 2022; 62:566-576. [DOI: 10.1111/head.14311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Revised: 03/01/2022] [Accepted: 03/25/2022] [Indexed: 11/30/2022]
Affiliation(s)
- Zachary Leibovit‐Reiben
- Mayo Clinic Phoenix Arizona USA
- University of Arizona College of Medicine – Tucson Tucson Arizona USA
| | - Ryotaro Ishii
- Department of Neurology Kyoto Prefectural University of Medicine Kyoto Japan
| | | | | | | | - Kevin C. Brennan
- Department of Neurology University of Utah Salt Lake City Utah USA
| | - Kathleen Digre
- Department of Neurology University of Utah Salt Lake City Utah USA
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22
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Machamer J, Temkin N, Dikmen S, Nelson LD, Barber J, Hwang P, Boase K, Stein MB, Sun X, Giacino J, McCrea MA, Taylor SR, Jain S, Manley G. Symptom Frequency and Persistence in the First Year after Traumatic Brain Injury: A TRACK-TBI Study. J Neurotrauma 2022; 39:358-370. [PMID: 35078327 PMCID: PMC8892966 DOI: 10.1089/neu.2021.0348] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
Symptom endorsement after traumatic brain injury (TBI) is common acutely post-injury and is associated with other adverse outcomes. Prevalence of persistent symptoms has been debated, especially in mild TBI (mTBI). A cohort of participants ≥17 years with TBI (n = 2039), 257 orthopedic trauma controls (OTCs), and 300 friend controls (FCs) were enrolled in the TRACK-TBI study and evaluated at 2 weeks and 3, 6, and 12 months post-injury using the Rivermead Post-Concussion Symptoms Questionnaire (RPQ). TBI participants had significantly higher symptom burden than OTCs or FCs at all times, with average scores more than double. TBI cases showed significant decreases in RPQ score between each evaluation (p < 0.001), decreasing ∼1.7 points per month between 2 weeks and 3 months and 0.2 points per month after that. More than 50% of the TBI sample, including >50% of each of the mild and moderate/severe TBI subsamples, continued to endorse three or more symptoms as worse than pre-injury through 12 months post-injury. A majority of TBI participants who endorsed a symptom at 3 months or later did so at the next evaluation as well. Contrary to reviews that report symptom resolution by 3 months post-injury among those with mTBI, this study of participants treated at level 1 trauma centers and having a computed tomography ordered found that persistent symptoms are common to at least a year after TBI. Additionally, although symptom endorsement was not specific to TBI given that they were also reported by OTC and FC participants, TBI participants endorsed over twice the symptom burden compared with the other groups.
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Affiliation(s)
- Joan Machamer
- Department of Neurological Surgery, University of Washington, Seattle, Washington, USA
| | - Nancy Temkin
- Department of Neurological Surgery, University of Washington, Seattle, Washington, USA.,Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Sureyya Dikmen
- Department of Rehabilitation Medicine, University of Washington, Seattle, Washington, USA
| | - Lindsay D Nelson
- Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Jason Barber
- Department of Neurological Surgery, University of Washington, Seattle, Washington, USA
| | - Phillip Hwang
- Department of Anatomy and Neurobiology, Boston University, Boston, Massachusetts, USA
| | - Kim Boase
- Department of Neurological Surgery, University of Washington, Seattle, Washington, USA
| | - Murray B Stein
- Department of Psychiatry and Herbert Wertheim School of Public Health, Herbert Wertheim School of Public Health, University of California San Diego, La Jolla, California, USA
| | - Xiaoying Sun
- Biostatistics Research Center, Herbert Wertheim School of Public Health, University of California San Diego, La Jolla, California, USA
| | - Joseph Giacino
- Department of Rehabilitation Medicine, Spaulding Rehabilitation Hospital, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Michael A McCrea
- Department of Neurosurgery and Neurology, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Sabrina R Taylor
- Brain and Spinal Injury Center, San Francisco, California, USA.,Department of Neurological Surgery, University of California, San Francisco, San Francisco, California, USA
| | - Sonia Jain
- Biostatistics Research Center, Herbert Wertheim School of Public Health, University of California San Diego, La Jolla, California, USA
| | - Geoff Manley
- Brain and Spinal Injury Center, San Francisco, California, USA.,Department of Neurological Surgery, University of California, San Francisco, San Francisco, California, USA
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23
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Karaliute M, Saksvik SB, Smevik H, Follestad T, Einarsen C, Vik A, Håberg AK, Iverson GL, Skandsen T, Olsen A. Methodology Matters: Comparing Approaches for Defining Persistent Symptoms after Mild Traumatic Brain Injury. Neurotrauma Rep 2022; 2:603-617. [PMID: 35018362 PMCID: PMC8742292 DOI: 10.1089/neur.2021.0028] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Some people experience persistent post-concussion symptoms (PPCS) after mild traumatic brain injury (mTBI). A meaningful clinical classification and scientific progress are hampered by a lack of consensus regarding the phenomenology, assessment, and operationalization of PPCS. Here we demonstrate and evaluate how the methodology used to assess and define persistent symptoms after mTBI influences PPCS as a binary outcome. We present empirical data from 15 classification methods reflecting procedures found in the literature and clinical practice. In total, 221 patients with mTBI, 73 patients with orthopedic injuries, and 77 community controls were included in the study. The prevalence rate of PPCS in the mTBI group varied between 10% and 47%, depending on the method used to assess and define unfavorable outcome. There was generally low positive agreement between the different methods; even the two methods yielding the most similar prevalence rates (89.2% overall proportion agreement) agreed on less than half (45.5% positive agreement) of the PPCS cases. Using a liberal but not uncommon threshold for symptom severity, there was a considerable misclassification rate of PPCS in both comparison groups. Our results highlight the importance for researchers to be aware of the limitations of using binary approaches for classification of PPCS. The poor agreement between methods should be considered when (1) interpreting the heterogeneity in the existing PPCS literature and (2) developing new improved methods. An empirically informed consensus regarding classification of PPCS should be a priority for the research community.
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Affiliation(s)
- Migle Karaliute
- Department of Psychology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Neurology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Simen B Saksvik
- Department of Psychology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Physical Medicine and Rehabilitation, and St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Hanne Smevik
- Department of Psychology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Turid Follestad
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, and Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Cathrine Einarsen
- Department of Physical Medicine and Rehabilitation, and St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.,Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Anne Vik
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Neurosurgery, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Asta K Håberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Grant L Iverson
- Department of Physical Medicine and Rehabilitation, Harvard Medical School; Spaulding Rehabilitation Hospital and Spaulding Research Institute; MassGeneral Hospital for Children Sports Concussion Program; & Home Base, A Red Sox Foundation and Massachusetts General Hospital Program, Charlestown, Massachusetts, USA
| | - Toril Skandsen
- Department of Physical Medicine and Rehabilitation, and St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.,Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Physical Medicine and Rehabilitation, and St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
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24
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Silverberg ND, Cairncross M, Brasher PMA, Vranceanu AM, Snell DL, Yeates KO, Panenka WJ, Iverson GL, Debert CT, Bayley MT, Hunt C, Baker A, Burke MJ. Feasibility of concussion rehabilitation approaches tailored to psychological coping styles: A randomized controlled trial. Arch Phys Med Rehabil 2021; 103:1565-1573.e2. [PMID: 34971596 DOI: 10.1016/j.apmr.2021.12.005] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 11/29/2021] [Accepted: 12/05/2021] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To evaluate the feasibility of a clinical trial involving participants with concussion randomized to treatments designed to address fear avoidance or endurance coping, which are risk factors for disability. A secondary objective was to evaluate whether each treatment could effect selective change on targeted coping outcomes. DESIGN Randomized controlled trial. SETTING Outpatient concussion clinics. PARTICIPANTS 73 adults (M=42.5 years old) who had persistent post-concussion symptoms and high avoidance or endurance behavior were enrolled at M=12.9 weeks post injury. 10 participants did not complete treatment. INTERVENTIONS Participants were randomized to an interdisciplinary rehabilitation program delivered via videoconferencing and tailored to avoidance coping (graded exposure therapy; GET) or endurance coping (operant condition-based pacing strategies plus mindfulness training; Pacing+). MAIN OUTCOME MEASURES Feasibility outcomes included screening efficiency, accrual, credibility, treatment fidelity, adherence, and retention. Avoidance was measured with the Fear Avoidance Behavior after Traumatic Brain Injury questionnaire and endurance behavior with the Behavioral Response to Illness Questionnaire. RESULTS Screening efficiency, or the proportion of clinic patients who were assessed for eligibility, was 44.5% (275/618). 65.8% (73/111) of eligible patients were randomized (n=37 to GET and n=36 to Pacing+), meeting accrual targets. 91.7% (55/60) of participants perceived treatment as credible. Therapists covered M=96.8% of essential prescribed elements, indicating excellent fidelity. The majority (71.2%; 47/66) of participants consistently attended treatment sessions and completed between-session homework. Retention was strong, with 65 of 73 (89%) randomized participants completing the outcome assessment. GET was associated with greater post-treatment reductions in avoidance behavior compared to Pacing+ (Cohen's drepeated measures = 0.81), whereas the treatment approach-specific effect of Pacing+ on endurance behavior was less pronounced (Cohen's drepeated measures = 0.39). CONCLUSIONS Findings support a future efficacy-focused clinical trial. GET has the potential to selectively reduce fear avoidance behavior after concussion, and, via this mechanism, to prevent or reduce disability.
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Affiliation(s)
- Noah D Silverberg
- Department of Psychology, University of British Columbia, Rehabilitation Research Program, Vancouver Coastal Health Research Institute.
| | - Molly Cairncross
- Department of Psychology, University of British Columbia, Rehabilitation Research Program, Vancouver Coastal Health Research Institute
| | - Penelope M A Brasher
- Centre for Clinical Epidemiology and Evaluation, Vancouver Coastal Health Research Institute
| | - Ana-Maria Vranceanu
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School
| | - Deborah L Snell
- Concussion Clinic, Canterbury District Health Board, Department of Orthopedic Surgery and Musculoskeletal Medicine, University of Otago
| | - Keith Owen Yeates
- Department of Psychology, University of Calgary, Alberta Children's Hospital Research Institute, University of Calgary, Hotchkiss Brain Institute, University of Calgary
| | - William J Panenka
- British Columbia Neuropsychiatry Program, BC Mental Health and Substance Use Research Institute, Department of Psychiatry, University of British Columbia
| | - Grant L Iverson
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Spaulding Rehabilitation Hospital and Spaulding Research Institute, MassGeneral Hospital for Children™ Sports Concussion Program, Home Base, A Red Sox Foundation and Massachusetts General Hospital Program
| | - Chantel T Debert
- Department of Clinical Neurosciences, Division of Physical Medicine and Rehabilitation, University of Calgary, Hotchhiss Brain Institute, Alberta Children's Hospital Research Institute
| | - Mark T Bayley
- Toronto Rehabilitation Institute, University Health Network
| | - Cindy Hunt
- Head Injury Clinic, Trauma and Neurosurgery Program, St. Michael's Hospital, Dalla Lana School of Public Health, University of Toronto
| | - Andrew Baker
- Head Injury Clinic, Trauma and Neurosurgery Program, St. Michael's Hospital
| | - Matthew J Burke
- Neuropsychiatry Program, Department of Psychiatry and Division of Neurology, Department of Medicine Sunnybrook Health Sciences Centre, University of Toronto, Hurvitz Brain Sciences Research Program, Sunnybrook Research Institute, Division of Cognitive Neurology, Department of Neurology, Beth Israel Deaconess Medical Center, Harvard Medical School
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25
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Fordal L, Stenberg J, Iverson GL, Saksvik SB, Karaliute M, Vik A, Olsen A, Skandsen T. Trajectories of Persistent Postconcussion Symptoms and Factors Associated with Symptom Reporting after Mild Traumatic Brain Injury. Arch Phys Med Rehabil 2021; 103:313-322. [PMID: 34695386 DOI: 10.1016/j.apmr.2021.09.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 09/16/2021] [Accepted: 09/29/2021] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To examine the trajectories of persistent postconcussion symptoms (PPCS) after mild traumatic brain injury (MTBI) and to investigate which injury-related and personal factors are associated with symptom reporting. DESIGN Prospective longitudinal cohort study. Follow-up at 3 and 12 months postinjury. SETTING A level 1 trauma center and an emergency outpatient clinic. PARTICIPANTS Patients with MTBI (n=358), trauma controls (n=75), and community controls (n=78). MAIN OUTCOME MEASURES Symptoms were assessed with the British Columbia Postconcussion Symptom Inventory. Participants were categorized as having moderate to severe PPCS (msPPCS) when reporting ≥3 moderate/severe symptoms or a BC-PSI total score of ≥13. BC-PSI total scores were compared between the groups and were further used to create cut-offs for reliable change by identifying uncommon and very uncommon change in symptoms in the community control group. Associations between symptom reporting and 25 injury-related and personal factors were examined. RESULTS The MTBI group had a similar prevalence of msPPCS at 3 and 12 months (21%), and reported more symptoms than the control groups. Analyses of individual trajectories, however, revealed considerable change in both msPPCS and BC-PSI total scores in the MTBI group, where both worsening and improvement was common. Intracranial lesions on CT were associated with a greater likelihood of improving from 3 to 12 months. Those with msPPCS at both assessments were more likely to be women and to have these personal preinjury factors: reduced employment, pain, poor sleep, low resilience, high neuroticism and pessimism, and a psychiatric history. CONCLUSIONS Group analyses suggest a stable prevalence of msPPCS the first year postinjury. However, there was considerable intra-individual change. Several personal factors were associated with maintaining symptoms throughout the first year.
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Affiliation(s)
- Linda Fordal
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway; Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Jonas Stenberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway; Department of Neurosurgery, St Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Grant L Iverson
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA; Spaulding Rehabilitation Hospital and Spaulding Research Institute, Charlestown, MA, USA; Home Base, A Red Sox Foundation and Massachusetts General Hospital Program, Charlestown, MA, USA
| | - Simen B Saksvik
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway; Department of Psychology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Migle Karaliute
- Department of Psychology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway; Department of Neurology and Clinical Neurophysiology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Anne Vik
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway; Department of Neurosurgery, St Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Alexander Olsen
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway; Department of Psychology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Toril Skandsen
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway; Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
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26
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Assonov D. Two-Step Resilience-Oriented Intervention for Veterans with Traumatic Brain Injury: A Pilot Randomized Controlled Trial. CLINICAL NEUROPSYCHIATRY 2021; 18:247-259. [PMID: 34984068 PMCID: PMC8696289 DOI: 10.36131/cnfioritieditore20210503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE The present randomized parallel two-arm pilot study aimed to compare the efficacy of two-step resilience-oriented intervention with treatment as usual in veterans with mild to moderate traumatic brain injury. METHOD Two-step Resilience-Oriented Intervention (TROI) is a brief psychological intervention that targets cognitive (step 1) and emotional (step 2) factors of resilience and consists of six 1-hour sessions. Overall, 70 Ukrainian veterans serviced in Anti-Terrorist Operation / Joint Forces Operation were randomly assigned to an intervention group (TROI group) or a control group that underwent treatment as usual (TAU group). For pre- (T1) and post-treatment (T2) assessment the Connor-Davidson Resilience Scale (CD-RISC), Hospital Anxiety and Depression Scale (HADS), Montreal Cognitive Assessment Scale (MoCA), Neurobehavioral Symptom Inventory (NSI), Posttraumatic Stress Disorder Checklist 5 (PCL-5), Chaban Quality of Life Scale (CQLS), Positive and Negative Affect Scale (PANAS) were used. RESULTS Multivariable linear regression with the treatment group, gender, baseline cognitive performance level and TBI severity as the independent variables revealed statistically significant improvements in the TROI group in resilience (CD-RISC), cognitive performance (MoCA), postconcussive symptoms (NSI), posttraumatic symptoms (PCL-5), positive affect (PANAS) and quality of life (CQLS) comparing to such in TAU group. We found no statistically significant differences between groups in depression, anxiety (HADS) and negative affect (PANAS) outcomes. Additionally, Wilcoxon signed-rank test revealed that participants who completed two-step resilience-oriented intervention had significantly improved scores for all outcomes compared to the baseline (p < 0.05). CONCLUSIONS In summary, we can tentatively conclude that adding TROI to the standard treatment measures may improve the resilience and sustainable symptoms in veterans with TBI when compared with standard treatment. Targeting cognitive and emotional factors like problem-solving, decision-making, positive thinking can promote resilience in veterans with TBI and be useful in facilitating recovery from injury. Results of this pilot study are promising, but the intervention needs to be studied in a larger trial.
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Affiliation(s)
- Dmytro Assonov
- Department of Medical Psychology, Psychosomatic Medicine and Psychotherapy, Bogomolets National Medical University, Kyiv, Ukraine,Corresponding author Dmytro Assonov, E-mail:
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